Ligency ​

AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents

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Generative AI · Online Course

AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents Reviews & Product Details

The AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents course, curated by Ligency, represents a highly comprehensive blueprint for developers aiming to transition into the rapidly evolving field of Generative AI engineering. This structured, project-driven program guides learners through the transition from standard software engineering to crafting production-grade artificial intelligence systems. Over an intensive path, students tackle eight real-world practical applications, establishing a robust portfolio that demonstrates capability in advanced AI concepts. The curriculum bridges theoretical foundations with cutting-edge methodologies. It covers everything from intelligent web scraping and multi-modal customer support agents with advanced function-calling to high-performance tasks like optimizing code speed and building retrieval-augmented generation (RAG) knowledge-bases. Furthermore, learners master fine-tuning open-source models using techniques like LoRA and QLoRA to challenge multi-billion-parameter frontier models in specialized tasks. By diving into autonomous multi-agent environments, this curriculum equips participants to architect complex workflows where independent AI agents collaborate to solve intricate problems. This track is ideal for software engineers, data scientists, and tech professionals aiming to build viable, high-performance LLM products and stay at the forefront of the Generative AI revolution.

Best For

Software engineers looking to transition into AI-focused development roles Data scientists who need practical experience building and deploying LLM applications Tech professionals aiming to build production-grade RAG and agentic systems Developers who prefer a project-driven curriculum over purely theoretical study

Not For

Complete beginners with no prior programming experience in Python Individuals seeking a purely academic or mathematical exploration of neural networks People looking for a high-level conceptual overview without hands-on coding work

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About the Creator

Ligency is a specialized team of AI engineers and educators dedicated to bridging the gap between theoretical machine learning concepts and practical, production-grade applications. With a focus on the rapidly evolving landscape of Large Language Models (LLMs), agents, and automation, Ligency has established itself as a premier technical resource for students aiming to transition from casual AI users to professional AI builders. Their pedagogical approach is deeply rooted in the philosophy of learning by doing, prioritizing hands-on implementation over passive observation. By demystifying complex technologies such as RAG (Retrieval-Augmented Generation), QLoRA, and agentic workflows, they provide a structured pathway for developers to master modern tech stacks like n8n for automation and Vibe Coding for rapid development. Whether you are looking to build sophisticated voice agents or deploy scalable AI systems into live production environments, Ligency offers comprehensive training that reflects real-world engineering standards. Their curriculum is designed for those who seek to understand the underlying mechanics of autonomous agents, ensuring that every learner leaves with the technical proficiency to solve tangible business problems through intelligent automation and refined prompt engineering. Through their structured tracks, they foster a community of forward-thinking engineers ready to tackle the challenges of the AI-native future.

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